HR Analytics Profile Report

Dataset statistics

Number of variables	38
Number of observations	1481
Missing cells	94
Missing cells (%)	0.2%
Duplicate rows	7
Duplicate rows (%)	0.5%
Total size in memory	1.4 MiB
Average record size in memory	984.3 B

Variable types

Text	1
Numeric	15
Categorical	19
Boolean	3

Alerts

`EmployeeCount` has constant value "1.0"	Constant
`Over18` has constant value "True"	Constant
`StandardHours` has constant value "80.0"	Constant
Dataset has 7 (0.5%) duplicate rows	Duplicates
`Age` is highly overall correlated with `AgeGroup` and 1 other fields	High correlation
`AgeGroup` is highly overall correlated with `Age`	High correlation
`Department` is highly overall correlated with `EducationField` and 1 other fields	High correlation
`EducationField` is highly overall correlated with `Department`	High correlation
`JobLevel` is highly overall correlated with `JobRole` and 3 other fields	High correlation
`JobRole` is highly overall correlated with `Department` and 2 other fields	High correlation
`MaritalStatus` is highly overall correlated with `StockOptionLevel`	High correlation
`MonthlyIncome` is highly overall correlated with `JobLevel` and 2 other fields	High correlation
`PercentSalaryHike` is highly overall correlated with `PerformanceRating`	High correlation
`PerformanceRating` is highly overall correlated with `PercentSalaryHike`	High correlation
`SalarySlab` is highly overall correlated with `JobLevel` and 3 other fields	High correlation
`StockOptionLevel` is highly overall correlated with `MaritalStatus`	High correlation
`TotalWorkingYears` is highly overall correlated with `Age` and 4 other fields	High correlation
`YearsAtCompany` is highly overall correlated with `TotalWorkingYears` and 3 other fields	High correlation
`YearsInCurrentRole` is highly overall correlated with `YearsAtCompany` and 2 other fields	High correlation
`YearsSinceLastPromotion` is highly overall correlated with `YearsAtCompany` and 1 other fields	High correlation
`YearsWithCurrManager` is highly overall correlated with `YearsAtCompany` and 1 other fields	High correlation
`YearsWithCurrManager` has 58 (3.9%) missing values	Missing
`NumCompaniesWorked` has 200 (13.5%) zeros	Zeros
`TrainingTimesLastYear` has 55 (3.7%) zeros	Zeros
`YearsAtCompany` has 44 (3.0%) zeros	Zeros
`YearsInCurrentRole` has 244 (16.5%) zeros	Zeros
`YearsSinceLastPromotion` has 586 (39.6%) zeros	Zeros
`YearsWithCurrManager` has 253 (17.1%) zeros	Zeros

Reproduction

Analysis started	2024-08-26 16:04:13.943197
Analysis finished	2024-08-26 16:04:43.840563
Duration	29.9 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

EmpID
Text

Distinct	1471
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Memory size	90.3 KiB

Length

Max length	23
Median length	5
Mean length	5.3369345
Min length	5

Characters and Unicode

Total characters	7904
Distinct characters	23
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1461 ?
Unique (%)	98.6%

Sample

1st row	RM297
2nd row	RM302
3rd row	RM458
4th row	RM728
5th row	RM829

Value	Count	Frequency (%)
rm1467	2	0.1%
rm1470	2	0.1%
rm1462	2	0.1%
rm1465	2	0.1%
rm1463	2	0.1%
rm1461	2	0.1%
pandas	2	0.1%
rm1466	2	0.1%
rm1468	2	0.1%
rm1469	2	0.1%
Other values (1463)	1464	98.7%

Most occurring characters

Value	Count	Frequency (%)
R	1480	18.7%
M	1480	18.7%
1	979	12.4%
2	498	6.3%
3	498	6.3%
0	496	6.3%
4	479	6.1%
6	407	5.1%
5	398	5.0%
7	390	4.9%
Other values (13)	799	10.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4921	62.3%
Uppercase Letter	2960	37.4%
Lowercase Letter	20	0.3%
Space Separator	3	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	979	19.9%
2	498	10.1%
3	498	10.1%
0	496	10.1%
4	479	9.7%
6	407	8.3%
5	398	8.1%
7	390	7.9%
8	388	7.9%
9	388	7.9%

Lowercase Letter

Value	Count	Frequency (%)
a	5	25.0%
p	3	15.0%
s	3	15.0%
n	2	10.0%
d	2	10.0%
i	1	5.0%
m	1	5.0%
o	1	5.0%
r	1	5.0%
t	1	5.0%

Uppercase Letter

Value	Count	Frequency (%)
R	1480	50.0%
M	1480	50.0%

Space Separator

Value	Count	Frequency (%)
	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4924	62.3%
Latin	2980	37.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
R	1480	49.7%
M	1480	49.7%
a	5	0.2%
p	3	0.1%
s	3	0.1%
n	2	0.1%
d	2	0.1%
i	1	< 0.1%
m	1	< 0.1%
o	1	< 0.1%
Other values (2)	2	0.1%

Common

Value	Count	Frequency (%)
1	979	19.9%
2	498	10.1%
3	498	10.1%
0	496	10.1%
4	479	9.7%
6	407	8.3%
5	398	8.1%
7	390	7.9%
8	388	7.9%
9	388	7.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7904	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
R	1480	18.7%
M	1480	18.7%
1	979	12.4%
2	498	6.3%
3	498	6.3%
0	496	6.3%
4	479	6.1%
6	407	5.1%
5	398	5.0%
7	390	4.9%
Other values (13)	799	10.1%

Age
Real number (ℝ)

HIGH CORRELATION

Distinct	43
Distinct (%)	2.9%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	36.917568

Minimum	18
Maximum	60
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	18
5-th percentile	24
Q1	30
median	36
Q3	43
95-th percentile	54
Maximum	60
Range	42
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.1285591
Coefficient of variation (CV)	0.2472687
Kurtosis	-0.40511436
Mean	36.917568
Median Absolute Deviation (MAD)	6
Skewness	0.41435485
Sum	54638
Variance	83.33059
Monotonicity	Increasing

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
35	78	5.3%
34	78	5.3%
36	70	4.7%
31	70	4.7%
29	69	4.7%
32	61	4.1%
30	60	4.1%
38	58	3.9%
33	58	3.9%
40	57	3.8%
Other values (33)	821	55.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	8	0.5%
19	9	0.6%
20	11	0.7%
21	13	0.9%
22	16	1.1%
23	14	0.9%
24	26	1.8%
25	26	1.8%
26	40	2.7%
27	49	3.3%

Value	Count	Frequency (%)
60	5	0.3%
59	10	0.7%
58	14	0.9%
57	4	0.3%
56	14	0.9%
55	22	1.5%
54	18	1.2%
53	19	1.3%
52	18	1.2%
51	19	1.3%

AgeGroup
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.3%
Missing	1
Missing (%)	0.1%
Memory size	89.7 KiB

26-35	611
36-45	471
46-55	228
18-25	123
55+	47

Length

Max length	5
Median length	5
Mean length	4.9364865
Min length	3

Characters and Unicode

Total characters	7306
Distinct characters	9
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	18-25
2nd row	18-25
3rd row	18-25
4th row	18-25
5th row	18-25

Common Values

Value	Count	Frequency (%)
26-35	611	41.3%
36-45	471	31.8%
46-55	228	15.4%
18-25	123	8.3%
55+	47	3.2%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
26-35	611	41.3%
36-45	471	31.8%
46-55	228	15.4%
18-25	123	8.3%
55	47	3.2%

Most occurring characters

Value	Count	Frequency (%)
5	1755	24.0%
-	1433	19.6%
6	1310	17.9%
3	1082	14.8%
2	734	10.0%
4	699	9.6%
1	123	1.7%
8	123	1.7%
+	47	0.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5826	79.7%
Dash Punctuation	1433	19.6%
Math Symbol	47	0.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	1755	30.1%
6	1310	22.5%
3	1082	18.6%
2	734	12.6%
4	699	12.0%
1	123	2.1%
8	123	2.1%

Dash Punctuation

Value	Count	Frequency (%)
-	1433	100.0%

Math Symbol

Value	Count	Frequency (%)
+	47	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7306	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	1755	24.0%
-	1433	19.6%
6	1310	17.9%
3	1082	14.8%
2	734	10.0%
4	699	9.6%
1	123	1.7%
8	123	1.7%
+	47	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7306	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	1755	24.0%
-	1433	19.6%
6	1310	17.9%
3	1082	14.8%
2	734	10.0%
4	699	9.6%
1	123	1.7%
8	123	1.7%
+	47	0.6%

Attrition
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	0.1%
Memory size	3.0 KiB

False	1242
True	238
(Missing)	1

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	1242	83.9%
True	238	16.1%
(Missing)	1	0.1%

BusinessTravel
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	1
Missing (%)	0.1%
Memory size	102.0 KiB

Travel_Rarely	1042
Travel_Frequently	279
Non-Travel	151
TravelRarely	8

Length

Max length	17
Median length	13
Mean length	13.442568
Min length	10

Characters and Unicode

Total characters	19895
Distinct characters	17
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Travel_Rarely
2nd row	Travel_Rarely
3rd row	Travel_Frequently
4th row	Non-Travel
5th row	Non-Travel

Common Values

Value	Count	Frequency (%)
Travel_Rarely	1042	70.4%
Travel_Frequently	279	18.8%
Non-Travel	151	10.2%
TravelRarely	8	0.5%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
travel_rarely	1042	70.4%
travel_frequently	279	18.9%
non-travel	151	10.2%
travelrarely	8	0.5%

Most occurring characters

Value	Count	Frequency (%)
e	3088	15.5%
r	2809	14.1%
l	2809	14.1%
a	2530	12.7%
T	1480	7.4%
v	1480	7.4%
y	1329	6.7%
_	1321	6.6%
R	1050	5.3%
n	430	2.2%
Other values (7)	1569	7.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	15463	77.7%
Uppercase Letter	2960	14.9%
Connector Punctuation	1321	6.6%
Dash Punctuation	151	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	3088	20.0%
r	2809	18.2%
l	2809	18.2%
a	2530	16.4%
v	1480	9.6%
y	1329	8.6%
n	430	2.8%
q	279	1.8%
u	279	1.8%
t	279	1.8%

Uppercase Letter

Value	Count	Frequency (%)
T	1480	50.0%
R	1050	35.5%
F	279	9.4%
N	151	5.1%

Connector Punctuation

Value	Count	Frequency (%)
_	1321	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	151	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	18423	92.6%
Common	1472	7.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	3088	16.8%
r	2809	15.2%
l	2809	15.2%
a	2530	13.7%
T	1480	8.0%
v	1480	8.0%
y	1329	7.2%
R	1050	5.7%
n	430	2.3%
F	279	1.5%
Other values (5)	1139	6.2%

Common

Value	Count	Frequency (%)
_	1321	89.7%
-	151	10.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19895	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	3088	15.5%
r	2809	14.1%
l	2809	14.1%
a	2530	12.7%
T	1480	7.4%
v	1480	7.4%
y	1329	6.7%
_	1321	6.6%
R	1050	5.3%
n	430	2.2%
Other values (7)	1569	7.9%

DailyRate
Real number (ℝ)

Distinct	886
Distinct (%)	59.9%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	801.38446

Minimum	102
Maximum	1499
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	102
5-th percentile	163.95
Q1	465
median	800
Q3	1157
95-th percentile	1423.1
Maximum	1499
Range	1397
Interquartile range (IQR)	692

Descriptive statistics

Standard deviation	403.12699
Coefficient of variation (CV)	0.50303819
Kurtosis	-1.2019026
Mean	801.38446
Median Absolute Deviation (MAD)	346
Skewness	0.0002461452
Sum	1186049
Variance	162511.37
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
691	6	0.4%
1082	5	0.3%
1329	5	0.3%
530	5	0.3%
408	5	0.3%
329	5	0.3%
350	4	0.3%
715	4	0.3%
1125	4	0.3%
977	4	0.3%
Other values (876)	1433	96.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
102	1	0.1%
103	1	0.1%
104	1	0.1%
105	1	0.1%
106	1	0.1%
107	1	0.1%
109	1	0.1%
111	3	0.2%
115	1	0.1%
116	2	0.1%

Value	Count	Frequency (%)
1499	1	0.1%
1498	1	0.1%
1496	2	0.1%
1495	3	0.2%
1492	1	0.1%
1490	4	0.3%
1488	1	0.1%
1485	3	0.2%
1482	1	0.1%
1480	2	0.1%

Department
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	1
Missing (%)	0.1%
Memory size	106.5 KiB

Research & Development	967
Sales	450
Human Resources	63

Length

Max length	22
Median length	22
Mean length	16.533108
Min length	5

Characters and Unicode

Total characters	24469
Distinct characters	20
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Research & Development
2nd row	Sales
3rd row	Sales
4th row	Research & Development
5th row	Research & Development

Common Values

Value	Count	Frequency (%)
Research & Development	967	65.3%
Sales	450	30.4%
Human Resources	63	4.3%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
research	967	27.8%
	967	27.8%
development	967	27.8%
sales	450	12.9%
human	63	1.8%
resources	63	1.8%

Most occurring characters

Value	Count	Frequency (%)
e	5411	22.1%
	1997	8.2%
s	1543	6.3%
a	1480	6.0%
l	1417	5.8%
R	1030	4.2%
r	1030	4.2%
c	1030	4.2%
n	1030	4.2%
m	1030	4.2%
Other values (10)	7471	30.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	18995	77.6%
Uppercase Letter	2510	10.3%
Space Separator	1997	8.2%
Other Punctuation	967	4.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	5411	28.5%
s	1543	8.1%
a	1480	7.8%
l	1417	7.5%
r	1030	5.4%
c	1030	5.4%
n	1030	5.4%
m	1030	5.4%
o	1030	5.4%
p	967	5.1%
Other values (4)	3027	15.9%

Uppercase Letter

Value	Count	Frequency (%)
R	1030	41.0%
D	967	38.5%
S	450	17.9%
H	63	2.5%

Space Separator

Value	Count	Frequency (%)
	1997	100.0%

Other Punctuation

Value	Count	Frequency (%)
&	967	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	21505	87.9%
Common	2964	12.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	5411	25.2%
s	1543	7.2%
a	1480	6.9%
l	1417	6.6%
R	1030	4.8%
r	1030	4.8%
c	1030	4.8%
n	1030	4.8%
m	1030	4.8%
o	1030	4.8%
Other values (8)	5474	25.5%

Common

Value	Count	Frequency (%)
	1997	67.4%
&	967	32.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	24469	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	5411	22.1%
	1997	8.2%
s	1543	6.3%
a	1480	6.0%
l	1417	5.8%
R	1030	4.2%
r	1030	4.2%
c	1030	4.2%
n	1030	4.2%
m	1030	4.2%
Other values (10)	7471	30.5%

DistanceFromHome
Real number (ℝ)

Distinct	29
Distinct (%)	2.0%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	9.2202703

Minimum	1
Maximum	29
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	7
Q3	14
95-th percentile	26
Maximum	29
Range	28
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.1312007
Coefficient of variation (CV)	0.88188312
Kurtosis	-0.23714194
Mean	9.2202703
Median Absolute Deviation (MAD)	5
Skewness	0.95614522
Sum	13646
Variance	66.116425
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
2	212	14.3%
1	208	14.0%
10	86	5.8%
9	85	5.7%
3	84	5.7%
7	84	5.7%
8	81	5.5%
5	67	4.5%
4	65	4.4%
6	60	4.1%
Other values (19)	448	30.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	208	14.0%
2	212	14.3%
3	84	5.7%
4	65	4.4%
5	67	4.5%
6	60	4.1%
7	84	5.7%
8	81	5.5%
9	85	5.7%
10	86	5.8%

Value	Count	Frequency (%)
29	27	1.8%
28	25	1.7%
27	12	0.8%
26	25	1.7%
25	25	1.7%
24	29	2.0%
23	28	1.9%
22	19	1.3%
21	18	1.2%
20	25	1.7%

Education
Categorical

Distinct	5
Distinct (%)	0.3%
Missing	1
Missing (%)	0.1%
Memory size	86.9 KiB

3.0	578
4.0	399
2.0	283
1.0	172
5.0	48

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4440
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	3.0
3rd row	3.0
4th row	2.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
3.0	578	39.0%
4.0	399	26.9%
2.0	283	19.1%
1.0	172	11.6%
5.0	48	3.2%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	578	39.1%
4.0	399	27.0%
2.0	283	19.1%
1.0	172	11.6%
5.0	48	3.2%

Most occurring characters

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	578	13.0%
4	399	9.0%
2	283	6.4%
1	172	3.9%
5	48	1.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2960	66.7%
Other Punctuation	1480	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1480	50.0%
3	578	19.5%
4	399	13.5%
2	283	9.6%
1	172	5.8%
5	48	1.6%

Other Punctuation

Value	Count	Frequency (%)
.	1480	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4440	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	578	13.0%
4	399	9.0%
2	283	6.4%
1	172	3.9%
5	48	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4440	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	578	13.0%
4	399	9.0%
2	283	6.4%
1	172	3.9%
5	48	1.1%

EducationField
Categorical

HIGH CORRELATION

Distinct	6
Distinct (%)	0.4%
Missing	1
Missing (%)	0.1%
Memory size	97.8 KiB

Life Sciences	607
Medical	470
Marketing	161
Technical Degree	132
Other	83

Length

Max length	16
Median length	15
Mean length	10.514865
Min length	5

Characters and Unicode

Total characters	15562
Distinct characters	26
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Life Sciences
2nd row	Medical
3rd row	Marketing
4th row	Life Sciences
5th row	Medical

Common Values

Value	Count	Frequency (%)
Life Sciences	607	41.0%
Medical	470	31.7%
Marketing	161	10.9%
Technical Degree	132	8.9%
Other	83	5.6%
Human Resources	27	1.8%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
life	607	27.0%
sciences	607	27.0%
medical	470	20.9%
marketing	161	7.2%
technical	132	5.9%
degree	132	5.9%
other	83	3.7%
human	27	1.2%
resources	27	1.2%

Most occurring characters

Value	Count	Frequency (%)
e	3117	20.0%
i	1977	12.7%
c	1975	12.7%
n	927	6.0%
a	790	5.1%
	766	4.9%
s	661	4.2%
M	631	4.1%
L	607	3.9%
f	607	3.9%
Other values (16)	3504	22.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	12550	80.6%
Uppercase Letter	2246	14.4%
Space Separator	766	4.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	3117	24.8%
i	1977	15.8%
c	1975	15.7%
n	927	7.4%
a	790	6.3%
s	661	5.3%
f	607	4.8%
l	602	4.8%
d	470	3.7%
r	403	3.2%
Other values (7)	1021	8.1%

Uppercase Letter

Value	Count	Frequency (%)
M	631	28.1%
L	607	27.0%
S	607	27.0%
T	132	5.9%
D	132	5.9%
O	83	3.7%
H	27	1.2%
R	27	1.2%

Space Separator

Value	Count	Frequency (%)
	766	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14796	95.1%
Common	766	4.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	3117	21.1%
i	1977	13.4%
c	1975	13.3%
n	927	6.3%
a	790	5.3%
s	661	4.5%
M	631	4.3%
L	607	4.1%
f	607	4.1%
S	607	4.1%
Other values (15)	2897	19.6%

Common

Value	Count	Frequency (%)
	766	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15562	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	3117	20.0%
i	1977	12.7%
c	1975	12.7%
n	927	6.0%
a	790	5.1%
	766	4.9%
s	661	4.2%
M	631	4.1%
L	607	3.9%
f	607	3.9%
Other values (16)	3504	22.5%

EmployeeCount
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	1
Missing (%)	0.1%
Memory size	86.9 KiB

1.0	1480

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4440
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1480	99.9%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1480	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	1480	33.3%
.	1480	33.3%
0	1480	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2960	66.7%
Other Punctuation	1480	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1480	50.0%
0	1480	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	1480	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4440	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1480	33.3%
.	1480	33.3%
0	1480	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4440	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1480	33.3%
.	1480	33.3%
0	1480	33.3%

EmployeeNumber
Real number (ℝ)

Distinct	1470
Distinct (%)	99.3%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1031.8608

Minimum	1
Maximum	2068
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	1
5-th percentile	96.95
Q1	493.75
median	1027.5
Q3	1568.25
95-th percentile	1979.05
Maximum	2068
Range	2067
Interquartile range (IQR)	1074.5

Descriptive statistics

Standard deviation	605.95505
Coefficient of variation (CV)	0.58724495
Kurtosis	-1.22439
Mean	1031.8608
Median Absolute Deviation (MAD)	536
Skewness	0.015233897
Sum	1527154
Variance	367181.52
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2062	2	0.1%
2055	2	0.1%
2057	2	0.1%
2065	2	0.1%
2064	2	0.1%
2061	2	0.1%
2068	2	0.1%
2054	2	0.1%
2056	2	0.1%
2060	2	0.1%
Other values (1460)	1460	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
4	1	0.1%
5	1	0.1%
7	1	0.1%
8	1	0.1%
10	1	0.1%
11	1	0.1%
12	1	0.1%
13	1	0.1%

Value	Count	Frequency (%)
2068	2	0.1%
2065	2	0.1%
2064	2	0.1%
2062	2	0.1%
2061	2	0.1%
2060	2	0.1%
2057	2	0.1%
2056	2	0.1%
2055	2	0.1%
2054	2	0.1%

EnvironmentSatisfaction
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	1
Missing (%)	0.1%
Memory size	86.9 KiB

3.0	454
4.0	451
2.0	291
1.0	284

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4440
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	4.0
3rd row	2.0
4th row	2.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
3.0	454	30.7%
4.0	451	30.5%
2.0	291	19.6%
1.0	284	19.2%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	454	30.7%
4.0	451	30.5%
2.0	291	19.7%
1.0	284	19.2%

Most occurring characters

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	454	10.2%
4	451	10.2%
2	291	6.6%
1	284	6.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2960	66.7%
Other Punctuation	1480	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1480	50.0%
3	454	15.3%
4	451	15.2%
2	291	9.8%
1	284	9.6%

Other Punctuation

Value	Count	Frequency (%)
.	1480	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4440	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	454	10.2%
4	451	10.2%
2	291	6.6%
1	284	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4440	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	454	10.2%
4	451	10.2%
2	291	6.6%
1	284	6.4%

Gender
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	0.1%
Memory size	89.5 KiB

Male	889
Female	591

Length

Max length	6
Median length	4
Mean length	4.7986486
Min length	4

Characters and Unicode

Total characters	7102
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Female
3rd row	Male
4th row	Male
5th row	Male

Common Values

Value	Count	Frequency (%)
Male	889	60.0%
Female	591	39.9%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	889	60.1%
female	591	39.9%

Most occurring characters

Value	Count	Frequency (%)
e	2071	29.2%
a	1480	20.8%
l	1480	20.8%
M	889	12.5%
F	591	8.3%
m	591	8.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5622	79.2%
Uppercase Letter	1480	20.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	2071	36.8%
a	1480	26.3%
l	1480	26.3%
m	591	10.5%

Uppercase Letter

Value	Count	Frequency (%)
M	889	60.1%
F	591	39.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7102	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	2071	29.2%
a	1480	20.8%
l	1480	20.8%
M	889	12.5%
F	591	8.3%
m	591	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7102	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	2071	29.2%
a	1480	20.8%
l	1480	20.8%
M	889	12.5%
F	591	8.3%
m	591	8.3%

HourlyRate
Real number (ℝ)

Distinct	71
Distinct (%)	4.8%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	65.84527

Minimum	30
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	30
5-th percentile	33
Q1	48
median	66
Q3	83
95-th percentile	97
Maximum	100
Range	70
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	20.328266
Coefficient of variation (CV)	0.3087278
Kurtosis	-1.1959639
Mean	65.84527
Median Absolute Deviation (MAD)	18
Skewness	-0.03180389
Sum	97451
Variance	413.23838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	29	2.0%
66	29	2.0%
48	28	1.9%
98	28	1.9%
84	28	1.9%
87	27	1.8%
79	27	1.8%
57	27	1.8%
96	27	1.8%
52	26	1.8%
Other values (61)	1204	81.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	20	1.4%
31	15	1.0%
32	24	1.6%
33	19	1.3%
34	12	0.8%
35	18	1.2%
36	18	1.2%
37	18	1.2%
38	13	0.9%
39	18	1.2%

Value	Count	Frequency (%)
100	19	1.3%
99	20	1.4%
98	28	1.9%
97	21	1.4%
96	27	1.8%
95	23	1.6%
94	22	1.5%
93	16	1.1%
92	25	1.7%
91	18	1.2%

JobInvolvement
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	1
Missing (%)	0.1%
Memory size	86.9 KiB

3.0	869
2.0	381
4.0	147
1.0	83

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4440
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	2.0
3rd row	3.0
4th row	3.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
3.0	869	58.7%
2.0	381	25.7%
4.0	147	9.9%
1.0	83	5.6%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	869	58.7%
2.0	381	25.7%
4.0	147	9.9%
1.0	83	5.6%

Most occurring characters

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	869	19.6%
2	381	8.6%
4	147	3.3%
1	83	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2960	66.7%
Other Punctuation	1480	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1480	50.0%
3	869	29.4%
2	381	12.9%
4	147	5.0%
1	83	2.8%

Other Punctuation

Value	Count	Frequency (%)
.	1480	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4440	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	869	19.6%
2	381	8.6%
4	147	3.3%
1	83	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4440	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	869	19.6%
2	381	8.6%
4	147	3.3%
1	83	1.9%

JobLevel
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.3%
Missing	1
Missing (%)	0.1%
Memory size	86.9 KiB

1.0	545
2.0	539
3.0	220
4.0	107
5.0	69

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4440
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	545	36.8%
2.0	539	36.4%
3.0	220	14.9%
4.0	107	7.2%
5.0	69	4.7%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	545	36.8%
2.0	539	36.4%
3.0	220	14.9%
4.0	107	7.2%
5.0	69	4.7%

Most occurring characters

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
1	545	12.3%
2	539	12.1%
3	220	5.0%
4	107	2.4%
5	69	1.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2960	66.7%
Other Punctuation	1480	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1480	50.0%
1	545	18.4%
2	539	18.2%
3	220	7.4%
4	107	3.6%
5	69	2.3%

Other Punctuation

Value	Count	Frequency (%)
.	1480	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4440	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
1	545	12.3%
2	539	12.1%
3	220	5.0%
4	107	2.4%
5	69	1.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4440	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
1	545	12.3%
2	539	12.1%
3	220	5.0%
4	107	2.4%
5	69	1.6%

JobRole
Categorical

HIGH CORRELATION

Distinct	9
Distinct (%)	0.6%
Missing	1
Missing (%)	0.1%
Memory size	108.7 KiB

Sales Executive	329
Research Scientist	293
Laboratory Technician	261
Manufacturing Director	147
Healthcare Representative	132
Other values (4)	318

Length

Max length	25
Median length	21
Mean length	18.07973
Min length	7

Characters and Unicode

Total characters	26758
Distinct characters	29
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Laboratory Technician
2nd row	Sales Representative
3rd row	Sales Representative
4th row	Research Scientist
5th row	Laboratory Technician

Common Values

Value	Count	Frequency (%)
Sales Executive	329	22.2%
Research Scientist	293	19.8%
Laboratory Technician	261	17.6%
Manufacturing Director	147	9.9%
Healthcare Representative	132	8.9%
Manager	102	6.9%
Sales Representative	84	5.7%
Research Director	80	5.4%
Human Resources	52	3.5%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sales	413	14.5%
research	373	13.1%
executive	329	11.5%
scientist	293	10.3%
laboratory	261	9.1%
technician	261	9.1%
director	227	7.9%
representative	216	7.6%
manufacturing	147	5.1%
healthcare	132	4.6%
Other values (3)	206	7.2%

Most occurring characters

Value	Count	Frequency (%)
e	3932	14.7%
a	2599	9.7%
t	2114	7.9%
c	2075	7.8%
i	2027	7.6%
r	1998	7.5%
n	1479	5.5%
s	1399	5.2%
	1378	5.1%
o	801	3.0%
Other values (19)	6956	26.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	22522	84.2%
Uppercase Letter	2858	10.7%
Space Separator	1378	5.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	3932	17.5%
a	2599	11.5%
t	2114	9.4%
c	2075	9.2%
i	2027	9.0%
r	1998	8.9%
n	1479	6.6%
s	1399	6.2%
o	801	3.6%
h	766	3.4%
Other values (10)	3332	14.8%

Uppercase Letter

Value	Count	Frequency (%)
S	706	24.7%
R	641	22.4%
E	329	11.5%
L	261	9.1%
T	261	9.1%
M	249	8.7%
D	227	7.9%
H	184	6.4%

Space Separator

Value	Count	Frequency (%)
	1378	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	25380	94.9%
Common	1378	5.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	3932	15.5%
a	2599	10.2%
t	2114	8.3%
c	2075	8.2%
i	2027	8.0%
r	1998	7.9%
n	1479	5.8%
s	1399	5.5%
o	801	3.2%
h	766	3.0%
Other values (18)	6190	24.4%

Common

Value	Count	Frequency (%)
	1378	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26758	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	3932	14.7%
a	2599	9.7%
t	2114	7.9%
c	2075	7.8%
i	2027	7.6%
r	1998	7.5%
n	1479	5.5%
s	1399	5.2%
	1378	5.1%
o	801	3.0%
Other values (19)	6956	26.0%

JobSatisfaction
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	1
Missing (%)	0.1%
Memory size	86.9 KiB

4.0	461
3.0	444
1.0	293
2.0	282

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4440
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	3.0
3rd row	2.0
4th row	4.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
4.0	461	31.1%
3.0	444	30.0%
1.0	293	19.8%
2.0	282	19.0%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	461	31.1%
3.0	444	30.0%
1.0	293	19.8%
2.0	282	19.1%

Most occurring characters

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
4	461	10.4%
3	444	10.0%
1	293	6.6%
2	282	6.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2960	66.7%
Other Punctuation	1480	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1480	50.0%
4	461	15.6%
3	444	15.0%
1	293	9.9%
2	282	9.5%

Other Punctuation

Value	Count	Frequency (%)
.	1480	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4440	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
4	461	10.4%
3	444	10.0%
1	293	6.6%
2	282	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4440	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
4	461	10.4%
3	444	10.0%
1	293	6.6%
2	282	6.4%

MaritalStatus
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	1
Missing (%)	0.1%
Memory size	92.5 KiB

Married	679
Single	473
Divorced	328

Length

Max length	8
Median length	7
Mean length	6.902027
Min length	6

Characters and Unicode

Total characters	10215
Distinct characters	14
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Single
2nd row	Single
3rd row	Single
4th row	Single
5th row	Single

Common Values

Value	Count	Frequency (%)
Married	679	45.8%
Single	473	31.9%
Divorced	328	22.1%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
married	679	45.9%
single	473	32.0%
divorced	328	22.2%

Most occurring characters

Value	Count	Frequency (%)
r	1686	16.5%
i	1480	14.5%
e	1480	14.5%
d	1007	9.9%
M	679	6.6%
a	679	6.6%
S	473	4.6%
n	473	4.6%
g	473	4.6%
l	473	4.6%
Other values (4)	1312	12.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	8735	85.5%
Uppercase Letter	1480	14.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	1686	19.3%
i	1480	16.9%
e	1480	16.9%
d	1007	11.5%
a	679	7.8%
n	473	5.4%
g	473	5.4%
l	473	5.4%
v	328	3.8%
o	328	3.8%

Uppercase Letter

Value	Count	Frequency (%)
M	679	45.9%
S	473	32.0%
D	328	22.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10215	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	1686	16.5%
i	1480	14.5%
e	1480	14.5%
d	1007	9.9%
M	679	6.6%
a	679	6.6%
S	473	4.6%
n	473	4.6%
g	473	4.6%
l	473	4.6%
Other values (4)	1312	12.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10215	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	1686	16.5%
i	1480	14.5%
e	1480	14.5%
d	1007	9.9%
M	679	6.6%
a	679	6.6%
S	473	4.6%
n	473	4.6%
g	473	4.6%
l	473	4.6%
Other values (4)	1312	12.8%

MonthlyIncome
Real number (ℝ)

HIGH CORRELATION

Distinct	1349
Distinct (%)	91.1%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	6504.9858

Minimum	1009
Maximum	19999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	1009
5-th percentile	2098.9
Q1	2922.25
median	4933
Q3	8383.75
95-th percentile	17782.85
Maximum	19999
Range	18990
Interquartile range (IQR)	5461.5

Descriptive statistics

Standard deviation	4700.2614
Coefficient of variation (CV)	0.7225629
Kurtosis	1.0046516
Mean	6504.9858
Median Absolute Deviation (MAD)	2209
Skewness	1.3672165
Sum	9627379
Variance	22092457
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6142	4	0.3%
2342	4	0.3%
2610	3	0.2%
6347	3	0.2%
2380	3	0.2%
2404	3	0.2%
5562	3	0.2%
2451	3	0.2%
2741	3	0.2%
2559	3	0.2%
Other values (1339)	1448	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1009	1	0.1%
1051	1	0.1%
1052	1	0.1%
1081	1	0.1%
1091	1	0.1%
1102	1	0.1%
1118	1	0.1%
1129	1	0.1%
1200	1	0.1%
1223	1	0.1%

Value	Count	Frequency (%)
19999	1	0.1%
19973	1	0.1%
19943	1	0.1%
19926	1	0.1%
19859	1	0.1%
19847	1	0.1%
19845	1	0.1%
19833	1	0.1%
19740	1	0.1%
19717	1	0.1%

SalarySlab
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.3%
Missing	1
Missing (%)	0.1%
Memory size	91.9 KiB

Upto 5k	753
5k-10k	444
10k-15k	150
15k+	133

Length

Max length	7
Median length	7
Mean length	6.4304054
Min length	4

Characters and Unicode

Total characters	9517
Distinct characters	11
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Upto 5k
2nd row	Upto 5k
3rd row	Upto 5k
4th row	Upto 5k
5th row	Upto 5k

Common Values

Value	Count	Frequency (%)
Upto 5k	753	50.8%
5k-10k	444	30.0%
10k-15k	150	10.1%
15k+	133	9.0%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
upto	753	33.7%
5k	753	33.7%
5k-10k	444	19.9%
10k-15k	150	6.7%
15k	133	6.0%

Most occurring characters

Value	Count	Frequency (%)
k	2074	21.8%
5	1480	15.6%
1	877	9.2%
U	753	7.9%
p	753	7.9%
t	753	7.9%
o	753	7.9%
	753	7.9%
-	594	6.2%
0	594	6.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4333	45.5%
Decimal Number	2951	31.0%
Uppercase Letter	753	7.9%
Space Separator	753	7.9%
Dash Punctuation	594	6.2%
Math Symbol	133	1.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
k	2074	47.9%
p	753	17.4%
t	753	17.4%
o	753	17.4%

Decimal Number

Value	Count	Frequency (%)
5	1480	50.2%
1	877	29.7%
0	594	20.1%

Uppercase Letter

Value	Count	Frequency (%)
U	753	100.0%

Space Separator

Value	Count	Frequency (%)
	753	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	594	100.0%

Math Symbol

Value	Count	Frequency (%)
+	133	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5086	53.4%
Common	4431	46.6%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	1480	33.4%
1	877	19.8%
	753	17.0%
-	594	13.4%
0	594	13.4%
+	133	3.0%

Latin

Value	Count	Frequency (%)
k	2074	40.8%
U	753	14.8%
p	753	14.8%
t	753	14.8%
o	753	14.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9517	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
k	2074	21.8%
5	1480	15.6%
1	877	9.2%
U	753	7.9%
p	753	7.9%
t	753	7.9%
o	753	7.9%
	753	7.9%
-	594	6.2%
0	594	6.2%

MonthlyRate
Real number (ℝ)

Distinct	1427
Distinct (%)	96.4%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	14298.461

Minimum	2094
Maximum	26999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	2094
5-th percentile	3394.05
Q1	8051
median	14220
Q3	20460.5
95-th percentile	25422.9
Maximum	26999
Range	24905
Interquartile range (IQR)	12409.5

Descriptive statistics

Standard deviation	7112.0568
Coefficient of variation (CV)	0.49740017
Kurtosis	-1.2140902
Mean	14298.461
Median Absolute Deviation (MAD)	6206.5
Skewness	0.021593261
Sum	21161722
Variance	50581352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9150	3	0.2%
4223	3	0.2%
6670	2	0.1%
2755	2	0.1%
11162	2	0.1%
9558	2	0.1%
23016	2	0.1%
15986	2	0.1%
3787	2	0.1%
22074	2	0.1%
Other values (1417)	1458	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2094	1	0.1%
2097	1	0.1%
2104	1	0.1%
2112	1	0.1%
2122	1	0.1%
2125	2	0.1%
2137	1	0.1%
2227	1	0.1%
2243	1	0.1%
2253	1	0.1%

Value	Count	Frequency (%)
26999	1	0.1%
26997	1	0.1%
26968	1	0.1%
26959	1	0.1%
26956	1	0.1%
26933	1	0.1%
26914	1	0.1%
26897	1	0.1%
26894	1	0.1%
26862	1	0.1%

NumCompaniesWorked
Real number (ℝ)

ZEROS

Distinct	10
Distinct (%)	0.7%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.6871622

Minimum	0
Maximum	9
Zeros	200
Zeros (%)	13.5%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.494098
Coefficient of variation (CV)	0.92815313
Kurtosis	0.021783118
Mean	2.6871622
Median Absolute Deviation (MAD)	1
Skewness	1.0288762
Sum	3977
Variance	6.2205247
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	523	35.3%
0	200	13.5%
3	159	10.7%
2	148	10.0%
4	142	9.6%
7	74	5.0%
6	70	4.7%
5	63	4.3%
9	52	3.5%
8	49	3.3%
(Missing)	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	200	13.5%
1	523	35.3%
2	148	10.0%
3	159	10.7%
4	142	9.6%
5	63	4.3%
6	70	4.7%
7	74	5.0%
8	49	3.3%
9	52	3.5%

Value	Count	Frequency (%)
9	52	3.5%
8	49	3.3%
7	74	5.0%
6	70	4.7%
5	63	4.3%
4	142	9.6%
3	159	10.7%
2	148	10.0%
1	523	35.3%
0	200	13.5%

Over18
Boolean

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	1
Missing (%)	0.1%
Memory size	3.0 KiB

True	1480
(Missing)	1

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	1480	99.9%
(Missing)	1	0.1%

OverTime
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	0.1%
Memory size	3.0 KiB

False	1062
True	418
(Missing)	1

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	1062	71.7%
True	418	28.2%
(Missing)	1	0.1%

PercentSalaryHike
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	1.0%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	15.210135

Minimum	11
Maximum	25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	11
5-th percentile	11
Q1	12
median	14
Q3	18
95-th percentile	22
Maximum	25
Range	14
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.6553376
Coefficient of variation (CV)	0.24032249
Kurtosis	-0.30115938
Mean	15.210135
Median Absolute Deviation (MAD)	2
Skewness	0.81911775
Sum	22511
Variance	13.361493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
11	211	14.2%
13	210	14.2%
14	203	13.7%
12	199	13.4%
15	102	6.9%
18	90	6.1%
17	83	5.6%
16	78	5.3%
19	77	5.2%
22	56	3.8%
Other values (5)	171	11.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	211	14.2%
12	199	13.4%
13	210	14.2%
14	203	13.7%
15	102	6.9%
16	78	5.3%
17	83	5.6%
18	90	6.1%
19	77	5.2%
20	56	3.8%

Value	Count	Frequency (%)
25	18	1.2%
24	21	1.4%
23	28	1.9%
22	56	3.8%
21	48	3.2%
20	56	3.8%
19	77	5.2%
18	90	6.1%
17	83	5.6%
16	78	5.3%

PerformanceRating
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	0.1%
Memory size	86.9 KiB

3.0	1253
4.0	227

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4440
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	3.0
3rd row	3.0
4th row	3.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
3.0	1253	84.6%
4.0	227	15.3%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	1253	84.7%
4.0	227	15.3%

Most occurring characters

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	1253	28.2%
4	227	5.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2960	66.7%
Other Punctuation	1480	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1480	50.0%
3	1253	42.3%
4	227	7.7%

Other Punctuation

Value	Count	Frequency (%)
.	1480	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4440	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	1253	28.2%
4	227	5.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4440	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	1253	28.2%
4	227	5.1%

RelationshipSatisfaction
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	1
Missing (%)	0.1%
Memory size	86.9 KiB

3.0	460
4.0	434
2.0	307
1.0	279

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4440
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	1.0
3rd row	4.0
4th row	4.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
3.0	460	31.1%
4.0	434	29.3%
2.0	307	20.7%
1.0	279	18.8%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	460	31.1%
4.0	434	29.3%
2.0	307	20.7%
1.0	279	18.9%

Most occurring characters

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	460	10.4%
4	434	9.8%
2	307	6.9%
1	279	6.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2960	66.7%
Other Punctuation	1480	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1480	50.0%
3	460	15.5%
4	434	14.7%
2	307	10.4%
1	279	9.4%

Other Punctuation

Value	Count	Frequency (%)
.	1480	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4440	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	460	10.4%
4	434	9.8%
2	307	6.9%
1	279	6.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4440	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	460	10.4%
4	434	9.8%
2	307	6.9%
1	279	6.3%

StandardHours
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	1
Missing (%)	0.1%
Memory size	88.4 KiB

80.0	1480

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	5920
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	80.0
2nd row	80.0
3rd row	80.0
4th row	80.0
5th row	80.0

Common Values

Value	Count	Frequency (%)
80.0	1480	99.9%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
80.0	1480	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	2960	50.0%
8	1480	25.0%
.	1480	25.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4440	75.0%
Other Punctuation	1480	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2960	66.7%
8	1480	33.3%

Other Punctuation

Value	Count	Frequency (%)
.	1480	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	5920	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2960	50.0%
8	1480	25.0%
.	1480	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5920	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2960	50.0%
8	1480	25.0%
.	1480	25.0%

StockOptionLevel
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.3%
Missing	1
Missing (%)	0.1%
Memory size	86.9 KiB

0.0	636
1.0	601
2.0	158
3.0	85

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4440
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	636	42.9%
1.0	601	40.6%
2.0	158	10.7%
3.0	85	5.7%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	636	43.0%
1.0	601	40.6%
2.0	158	10.7%
3.0	85	5.7%

Most occurring characters

Value	Count	Frequency (%)
0	2116	47.7%
.	1480	33.3%
1	601	13.5%
2	158	3.6%
3	85	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2960	66.7%
Other Punctuation	1480	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2116	71.5%
1	601	20.3%
2	158	5.3%
3	85	2.9%

Other Punctuation

Value	Count	Frequency (%)
.	1480	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4440	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2116	47.7%
.	1480	33.3%
1	601	13.5%
2	158	3.6%
3	85	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4440	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2116	47.7%
.	1480	33.3%
1	601	13.5%
2	158	3.6%
3	85	1.9%

TotalWorkingYears
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	2.7%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	11.281757

Minimum	0
Maximum	40
Zeros	11
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	10
Q3	15
95-th percentile	28
Maximum	40
Range	40
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.7708696
Coefficient of variation (CV)	0.68879961
Kurtosis	0.91435956
Mean	11.281757
Median Absolute Deviation (MAD)	4
Skewness	1.1146854
Sum	16697
Variance	60.386415
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
10	203	13.7%
6	127	8.6%
8	103	7.0%
9	97	6.5%
5	90	6.1%
7	81	5.5%
1	81	5.5%
4	63	4.3%
12	48	3.2%
3	42	2.8%
Other values (30)	545	36.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	0.7%
1	81	5.5%
2	31	2.1%
3	42	2.8%
4	63	4.3%
5	90	6.1%
6	127	8.6%
7	81	5.5%
8	103	7.0%
9	97	6.5%

Value	Count	Frequency (%)
40	2	0.1%
38	1	0.1%
37	4	0.3%
36	6	0.4%
35	3	0.2%
34	5	0.3%
33	7	0.5%
32	9	0.6%
31	9	0.6%
30	7	0.5%

TrainingTimesLastYear
Real number (ℝ)

ZEROS

Distinct	7
Distinct (%)	0.5%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.797973

Minimum	0
Maximum	6
Zeros	55
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2887913
Coefficient of variation (CV)	0.46061607
Kurtosis	0.49992211
Mean	2.797973
Median Absolute Deviation (MAD)	1
Skewness	0.54909278
Sum	4141
Variance	1.660983
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	550	37.1%
3	496	33.5%
4	123	8.3%
5	120	8.1%
1	71	4.8%
6	65	4.4%
0	55	3.7%
(Missing)	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	55	3.7%
1	71	4.8%
2	550	37.1%
3	496	33.5%
4	123	8.3%
5	120	8.1%
6	65	4.4%

Value	Count	Frequency (%)
6	65	4.4%
5	120	8.1%
4	123	8.3%
3	496	33.5%
2	550	37.1%
1	71	4.8%
0	55	3.7%

WorkLifeBalance
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	1
Missing (%)	0.1%
Memory size	86.9 KiB

3.0	899
2.0	346
4.0	154
1.0	81

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4440
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	3.0
3rd row	3.0
4th row	3.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
3.0	899	60.7%
2.0	346	23.4%
4.0	154	10.4%
1.0	81	5.5%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	899	60.7%
2.0	346	23.4%
4.0	154	10.4%
1.0	81	5.5%

Most occurring characters

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	899	20.2%
2	346	7.8%
4	154	3.5%
1	81	1.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2960	66.7%
Other Punctuation	1480	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1480	50.0%
3	899	30.4%
2	346	11.7%
4	154	5.2%
1	81	2.7%

Other Punctuation

Value	Count	Frequency (%)
.	1480	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4440	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	899	20.2%
2	346	7.8%
4	154	3.5%
1	81	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4440	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1480	33.3%
0	1480	33.3%
3	899	20.2%
2	346	7.8%
4	154	3.5%
1	81	1.8%

YearsAtCompany
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	2.5%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	7.0094595

Minimum	0
Maximum	40
Zeros	44
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	5
Q3	9
95-th percentile	20
Maximum	40
Range	40
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.1179453
Coefficient of variation (CV)	0.87281271
Kurtosis	3.9397234
Mean	7.0094595
Median Absolute Deviation (MAD)	3
Skewness	1.7654582
Sum	10374
Variance	37.429255
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
5	198	13.4%
1	171	11.5%
3	129	8.7%
2	127	8.6%
10	120	8.1%
4	112	7.6%
7	91	6.1%
9	84	5.7%
8	80	5.4%
6	77	5.2%
Other values (27)	291	19.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	44	3.0%
1	171	11.5%
2	127	8.6%
3	129	8.7%
4	112	7.6%
5	198	13.4%
6	77	5.2%
7	91	6.1%
8	80	5.4%
9	84	5.7%

Value	Count	Frequency (%)
40	1	0.1%
37	1	0.1%
36	2	0.1%
34	1	0.1%
33	5	0.3%
32	3	0.2%
31	3	0.2%
30	1	0.1%
29	2	0.1%
27	2	0.1%

YearsInCurrentRole
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	1.3%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.2283784

Minimum	0
Maximum	18
Zeros	244
Zeros (%)	16.5%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	7
95-th percentile	11
Maximum	18
Range	18
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.6160195
Coefficient of variation (CV)	0.85517879
Kurtosis	0.48475557
Mean	4.2283784
Median Absolute Deviation (MAD)	3
Skewness	0.9185461
Sum	6258
Variance	13.075597
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
2	376	25.4%
0	244	16.5%
7	223	15.1%
3	136	9.2%
4	106	7.2%
8	89	6.0%
9	68	4.6%
1	57	3.8%
6	38	2.6%
5	36	2.4%
Other values (9)	107	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	244	16.5%
1	57	3.8%
2	376	25.4%
3	136	9.2%
4	106	7.2%
5	36	2.4%
6	38	2.6%
7	223	15.1%
8	89	6.0%
9	68	4.6%

Value	Count	Frequency (%)
18	2	0.1%
17	4	0.3%
16	7	0.5%
15	8	0.5%
14	11	0.7%
13	14	0.9%
12	10	0.7%
11	22	1.5%
10	29	2.0%
9	68	4.6%

YearsSinceLastPromotion
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	16
Distinct (%)	1.1%
Missing	1
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.1824324

Minimum	0
Maximum	15
Zeros	586
Zeros (%)	39.6%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	9
Maximum	15
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.2193574
Coefficient of variation (CV)	1.4751235
Kurtosis	3.6204468
Mean	2.1824324
Median Absolute Deviation (MAD)	1
Skewness	1.9867214
Sum	3230
Variance	10.364262
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	586	39.6%
1	360	24.3%
2	160	10.8%
7	76	5.1%
4	61	4.1%
3	52	3.5%
5	45	3.0%
6	32	2.2%
11	24	1.6%
9	18	1.2%
Other values (6)	66	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	586	39.6%
1	360	24.3%
2	160	10.8%
3	52	3.5%
4	61	4.1%
5	45	3.0%
6	32	2.2%
7	76	5.1%
8	18	1.2%
9	18	1.2%

Value	Count	Frequency (%)
15	13	0.9%
14	9	0.6%
13	10	0.7%
12	10	0.7%
11	24	1.6%
10	6	0.4%
9	18	1.2%
8	18	1.2%
7	76	5.1%
6	32	2.2%

YearsWithCurrManager
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	18
Distinct (%)	1.3%
Missing	58
Missing (%)	3.9%
Infinite	0
Infinite (%)	0.0%
Mean	4.1180604

Minimum	0
Maximum	17
Zeros	253
Zeros (%)	17.1%
Negative	0
Negative (%)	0.0%
Memory size	11.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	7
95-th percentile	10
Maximum	17
Range	17
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.5554841
Coefficient of variation (CV)	0.86338802
Kurtosis	0.14961566
Mean	4.1180604
Median Absolute Deviation (MAD)	3
Skewness	0.82788167
Sum	5860
Variance	12.641467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
2	330	22.3%
0	253	17.1%
7	211	14.2%
3	139	9.4%
8	100	6.8%
4	95	6.4%
1	76	5.1%
9	61	4.1%
5	31	2.1%
6	30	2.0%
Other values (8)	97	6.5%
(Missing)	58	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	253	17.1%
1	76	5.1%
2	330	22.3%
3	139	9.4%
4	95	6.4%
5	31	2.1%
6	30	2.0%
7	211	14.2%
8	100	6.8%
9	61	4.1%

Value	Count	Frequency (%)
17	6	0.4%
16	2	0.1%
15	5	0.3%
14	5	0.3%
13	14	0.9%
12	17	1.1%
11	21	1.4%
10	27	1.8%
9	61	4.1%
8	100	6.8%

Auto

Heatmap
Table

	Age	AgeGroup	Attrition	BusinessTravel	DailyRate	Department	DistanceFromHome	Education	EducationField	EmployeeNumber	EnvironmentSatisfaction	Gender	HourlyRate	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	MonthlyRate	NumCompaniesWorked	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	SalarySlab	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager
Age	1.000	0.910	0.211	0.037	0.008	0.000	-0.018	0.151	0.000	-0.003	0.014	0.000	0.027	0.028	0.295	0.175	0.000	0.141	0.472	0.019	0.355	0.000	0.004	0.000	0.038	0.325	0.093	0.658	0.004	0.035	0.251	0.198	0.175	0.201
AgeGroup	0.910	1.000	0.193	0.037	0.026	0.000	0.000	0.148	0.016	0.000	0.014	0.000	0.048	0.000	0.275	0.233	0.000	0.089	0.268	0.076	0.220	0.000	0.008	0.000	0.023	0.310	0.066	0.427	0.000	0.019	0.244	0.144	0.120	0.133
Attrition	0.211	0.193	1.000	0.123	0.062	0.079	0.066	0.000	0.090	0.000	0.115	0.011	0.045	0.132	0.216	0.229	0.100	0.171	0.215	0.015	0.107	0.245	0.000	0.000	0.036	0.161	0.195	0.207	0.077	0.093	0.175	0.169	0.028	0.187
BusinessTravel	0.037	0.037	0.123	1.000	0.023	0.000	0.011	0.000	0.000	0.078	0.018	0.036	0.000	0.011	0.000	0.000	0.000	0.036	0.000	0.000	0.000	0.024	0.055	0.000	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.045
DailyRate	0.008	0.026	0.062	0.023	1.000	0.000	-0.005	0.022	0.039	-0.056	0.000	0.032	0.022	0.023	0.000	0.000	0.000	0.083	0.013	-0.029	0.037	0.000	0.024	0.000	0.000	0.000	0.041	0.021	-0.010	0.018	-0.010	0.007	-0.038	-0.002
Department	0.000	0.000	0.079	0.000	0.000	1.000	0.000	0.000	0.588	0.037	0.014	0.027	0.000	0.000	0.210	0.937	0.029	0.029	0.186	0.000	0.033	0.000	0.000	0.000	0.022	0.174	0.000	0.017	0.000	0.047	0.000	0.000	0.000	0.000
DistanceFromHome	-0.018	0.000	0.066	0.011	-0.005	0.000	1.000	0.000	0.000	0.043	0.000	0.035	0.018	0.037	0.053	0.000	0.000	0.000	0.003	0.038	-0.009	0.061	0.027	0.052	0.035	0.037	0.011	-0.001	-0.023	0.000	0.010	0.014	-0.003	-0.001
Education	0.151	0.148	0.000	0.000	0.022	0.000	0.000	1.000	0.053	0.043	0.014	0.000	0.000	0.000	0.085	0.050	0.019	0.000	0.092	0.039	0.099	0.000	0.021	0.000	0.019	0.072	0.026	0.094	0.026	0.000	0.070	0.026	0.000	0.000
EducationField	0.000	0.016	0.090	0.000	0.039	0.588	0.000	0.053	1.000	0.000	0.034	0.000	0.032	0.000	0.091	0.336	0.017	0.000	0.074	0.000	0.062	0.000	0.000	0.000	0.038	0.097	0.033	0.029	0.045	0.026	0.000	0.000	0.000	0.000
EmployeeNumber	-0.003	0.000	0.000	0.078	-0.056	0.037	0.043	0.043	0.000	1.000	0.000	0.052	0.030	0.040	0.037	0.000	0.000	0.000	0.005	0.008	0.003	0.018	-0.007	0.027	0.057	0.041	0.069	-0.003	0.026	0.000	0.015	0.000	0.004	-0.005
EnvironmentSatisfaction	0.014	0.014	0.115	0.018	0.000	0.014	0.000	0.014	0.034	0.000	1.000	0.000	0.009	0.037	0.000	0.000	0.000	0.024	0.000	0.000	0.000	0.058	0.000	0.000	0.000	0.017	0.000	0.000	0.000	0.000	0.033	0.036	0.000	0.000
Gender	0.000	0.000	0.011	0.036	0.032	0.027	0.035	0.000	0.000	0.052	0.000	1.000	0.000	0.000	0.046	0.074	0.000	0.035	0.047	0.000	0.000	0.028	0.044	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.069	0.076	0.000	0.000
HourlyRate	0.027	0.048	0.045	0.000	0.022	0.000	0.018	0.000	0.032	0.030	0.009	0.000	1.000	0.000	0.000	0.024	0.018	0.000	-0.019	-0.019	0.018	0.060	-0.010	0.000	0.000	0.000	0.053	-0.014	-0.002	0.000	-0.028	-0.033	-0.052	0.003
JobInvolvement	0.028	0.000	0.132	0.011	0.023	0.000	0.037	0.000	0.000	0.040	0.037	0.000	0.000	1.000	0.000	0.000	0.000	0.029	0.049	0.006	0.000	0.000	0.040	0.000	0.000	0.030	0.020	0.000	0.025	0.000	0.054	0.000	0.000	0.053
JobLevel	0.295	0.275	0.216	0.000	0.000	0.210	0.053	0.085	0.091	0.037	0.000	0.046	0.000	0.000	1.000	0.568	0.000	0.050	0.862	0.020	0.113	0.000	0.000	0.000	0.000	0.749	0.070	0.540	0.016	0.000	0.353	0.241	0.205	0.231
JobRole	0.175	0.233	0.229	0.000	0.000	0.937	0.000	0.050	0.336	0.000	0.000	0.074	0.024	0.000	0.568	1.000	0.000	0.063	0.422	0.000	0.079	0.000	0.000	0.000	0.034	0.657	0.040	0.292	0.000	0.030	0.188	0.132	0.111	0.117
JobSatisfaction	0.000	0.000	0.100	0.000	0.000	0.029	0.000	0.019	0.017	0.000	0.000	0.000	0.018	0.000	0.000	0.000	1.000	0.000	0.000	0.044	0.000	0.017	0.000	0.025	0.000	0.000	0.000	0.023	0.022	0.000	0.000	0.000	0.000	0.000
MaritalStatus	0.141	0.089	0.171	0.036	0.083	0.029	0.000	0.000	0.000	0.000	0.024	0.035	0.000	0.029	0.050	0.063	0.000	1.000	0.063	0.000	0.043	0.000	0.000	0.000	0.029	0.064	0.581	0.069	0.000	0.000	0.000	0.044	0.036	0.000
MonthlyIncome	0.472	0.268	0.215	0.000	0.013	0.186	0.003	0.092	0.074	0.005	0.000	0.047	-0.019	0.049	0.862	0.422	0.000	0.063	1.000	0.053	0.188	0.000	-0.035	0.000	0.043	0.933	0.059	0.709	-0.035	0.000	0.464	0.395	0.266	0.365
MonthlyRate	0.019	0.076	0.015	0.000	-0.029	0.000	0.038	0.039	0.000	0.008	0.000	0.000	-0.019	0.006	0.020	0.000	0.044	0.000	0.053	1.000	0.022	0.000	-0.006	0.023	0.058	0.000	0.000	0.013	-0.007	0.034	-0.032	-0.007	-0.016	-0.034
NumCompaniesWorked	0.355	0.220	0.107	0.000	0.037	0.033	-0.009	0.099	0.062	0.003	0.000	0.000	0.018	0.000	0.113	0.079	0.000	0.043	0.188	0.022	1.000	0.000	-0.001	0.003	0.000	0.135	0.000	0.315	-0.042	0.048	-0.173	-0.128	-0.066	-0.139
OverTime	0.000	0.000	0.245	0.024	0.000	0.000	0.061	0.000	0.000	0.018	0.058	0.028	0.060	0.000	0.000	0.000	0.017	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.028	0.036	0.000	0.000	0.100	0.000	0.023	0.044	0.016	0.000
PercentSalaryHike	0.004	0.008	0.000	0.055	0.024	0.000	0.027	0.021	0.000	-0.007	0.000	0.044	-0.010	0.040	0.000	0.000	0.000	0.000	-0.035	-0.006	-0.001	0.000	1.000	0.997	0.027	0.000	0.000	-0.027	-0.006	0.000	-0.054	-0.027	-0.059	-0.030
PerformanceRating	0.000	0.000	0.000	0.000	0.000	0.000	0.052	0.000	0.000	0.027	0.000	0.000	0.000	0.000	0.000	0.000	0.025	0.000	0.000	0.023	0.003	0.000	0.997	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.027	0.000	0.000
RelationshipSatisfaction	0.038	0.023	0.036	0.012	0.000	0.022	0.035	0.019	0.038	0.057	0.000	0.000	0.000	0.000	0.000	0.034	0.000	0.029	0.043	0.058	0.000	0.028	0.027	0.000	1.000	0.000	0.031	0.030	0.000	0.000	0.000	0.000	0.052	0.000
SalarySlab	0.325	0.310	0.161	0.000	0.000	0.174	0.037	0.072	0.097	0.041	0.017	0.000	0.000	0.030	0.749	0.657	0.000	0.064	0.933	0.000	0.135	0.036	0.000	0.000	0.000	1.000	0.063	0.582	0.016	0.000	0.365	0.259	0.240	0.237
StockOptionLevel	0.093	0.066	0.195	0.000	0.041	0.000	0.011	0.026	0.033	0.069	0.000	0.000	0.053	0.020	0.070	0.040	0.000	0.581	0.059	0.000	0.000	0.000	0.000	0.000	0.031	0.063	1.000	0.065	0.000	0.019	0.012	0.026	0.057	0.033
TotalWorkingYears	0.658	0.427	0.207	0.000	0.021	0.017	-0.001	0.094	0.029	-0.003	0.000	0.000	-0.014	0.000	0.540	0.292	0.023	0.069	0.709	0.013	0.315	0.000	-0.027	0.000	0.030	0.582	0.065	1.000	-0.013	0.000	0.593	0.492	0.335	0.493
TrainingTimesLastYear	0.004	0.000	0.077	0.000	-0.010	0.000	-0.023	0.026	0.045	0.026	0.000	0.000	-0.002	0.025	0.016	0.000	0.022	0.000	-0.035	-0.007	-0.042	0.100	-0.006	0.000	0.000	0.016	0.000	-0.013	1.000	0.000	0.000	0.005	0.010	-0.012
WorkLifeBalance	0.035	0.019	0.093	0.000	0.018	0.047	0.000	0.000	0.026	0.000	0.000	0.000	0.000	0.000	0.000	0.030	0.000	0.000	0.000	0.034	0.048	0.000	0.000	0.000	0.000	0.000	0.019	0.000	0.000	1.000	0.015	0.027	0.000	0.045
YearsAtCompany	0.251	0.244	0.175	0.000	-0.010	0.000	0.010	0.070	0.000	0.015	0.033	0.069	-0.028	0.054	0.353	0.188	0.000	0.000	0.464	-0.032	-0.173	0.023	-0.054	0.000	0.000	0.365	0.012	0.593	0.000	0.015	1.000	0.854	0.518	0.837
YearsInCurrentRole	0.198	0.144	0.169	0.000	0.007	0.000	0.014	0.026	0.000	0.000	0.036	0.076	-0.033	0.000	0.241	0.132	0.000	0.044	0.395	-0.007	-0.128	0.044	-0.027	0.027	0.000	0.259	0.026	0.492	0.005	0.027	0.854	1.000	0.505	0.721
YearsSinceLastPromotion	0.175	0.120	0.028	0.000	-0.038	0.000	-0.003	0.000	0.000	0.004	0.000	0.000	-0.052	0.000	0.205	0.111	0.000	0.036	0.266	-0.016	-0.066	0.016	-0.059	0.000	0.052	0.240	0.057	0.335	0.010	0.000	0.518	0.505	1.000	0.462
YearsWithCurrManager	0.201	0.133	0.187	0.045	-0.002	0.000	-0.001	0.000	0.000	-0.005	0.000	0.000	0.003	0.053	0.231	0.117	0.000	0.000	0.365	-0.034	-0.139	0.000	-0.030	0.000	0.000	0.237	0.033	0.493	-0.012	0.045	0.837	0.721	0.462	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	EmpID	Age	AgeGroup	Attrition	BusinessTravel	DailyRate	Department	DistanceFromHome	Education	EducationField	EmployeeCount	EmployeeNumber	EnvironmentSatisfaction	Gender	HourlyRate	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	SalarySlab	MonthlyRate	NumCompaniesWorked	Over18	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StandardHours	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany
0	RM297	18.0	18-25	Yes	Travel_Rarely	230.0	Research & Development	3.0	3.0	Life Sciences	1.0	405.0	3.0	Male	54.0	3.0	1.0	Laboratory Technician	3.0	Single	1420.0	Upto 5k	25233.0	1.0	Y	No	13.0	3.0	3.0	80.0	0.0	2.0	3.0	0.0
1	RM302	18.0	18-25	No	Travel_Rarely	812.0	Sales	10.0	3.0	Medical	1.0	411.0	4.0	Female	69.0	2.0	1.0	Sales Representative	3.0	Single	1200.0	Upto 5k	9724.0	1.0	Y	No	12.0	3.0	1.0	80.0	0.0	2.0	3.0	0.0
2	RM458	18.0	18-25	Yes	Travel_Frequently	1306.0	Sales	5.0	3.0	Marketing	1.0	614.0	2.0	Male	69.0	3.0	1.0	Sales Representative	2.0	Single	1878.0	Upto 5k	8059.0	1.0	Y	Yes	14.0	3.0	4.0	80.0	0.0	3.0	3.0	0.0
3	RM728	18.0	18-25	No	Non-Travel	287.0	Research & Development	5.0	2.0	Life Sciences	1.0	1012.0	2.0	Male	73.0	3.0	1.0	Research Scientist	4.0	Single	1051.0	Upto 5k	13493.0	1.0	Y	No	15.0	3.0	4.0	80.0	0.0	2.0	3.0	0.0
4	RM829	18.0	18-25	Yes	Non-Travel	247.0	Research & Development	8.0	1.0	Medical	1.0	1156.0	3.0	Male	80.0	3.0	1.0	Laboratory Technician	3.0	Single	1904.0	Upto 5k	13556.0	1.0	Y	No	12.0	3.0	4.0	80.0	0.0	0.0	3.0	0.0
5	RM973	18.0	18-25	No	Non-Travel	1124.0	Research & Development	1.0	3.0	Life Sciences	1.0	1368.0	4.0	Female	97.0	3.0	1.0	Laboratory Technician	4.0	Single	1611.0	Upto 5k	19305.0	1.0	Y	No	15.0	3.0	3.0	80.0	0.0	5.0	4.0	0.0
6	RM1154	18.0	18-25	Yes	Travel_Frequently	544.0	Sales	3.0	2.0	Medical	1.0	1624.0	2.0	Female	70.0	3.0	1.0	Sales Representative	4.0	Single	1569.0	Upto 5k	18420.0	1.0	Y	Yes	12.0	3.0	3.0	80.0	0.0	2.0	4.0	0.0
7	RM1312	18.0	18-25	No	Non-Travel	1431.0	Research & Development	14.0	3.0	Medical	1.0	1839.0	2.0	Female	33.0	3.0	1.0	Research Scientist	3.0	Single	1514.0	Upto 5k	8018.0	1.0	Y	No	16.0	3.0	3.0	80.0	0.0	4.0	1.0	0.0
8	RM128	19.0	18-25	Yes	Travel_Rarely	528.0	Sales	22.0	1.0	Marketing	1.0	167.0	4.0	Male	50.0	3.0	1.0	Sales Representative	3.0	Single	1675.0	Upto 5k	26820.0	1.0	Y	Yes	19.0	3.0	4.0	80.0	0.0	2.0	2.0	0.0
9	RM150	19.0	18-25	No	Travel_Rarely	1181.0	Research & Development	3.0	1.0	Medical	1.0	201.0	2.0	Female	79.0	3.0	1.0	Laboratory Technician	2.0	Single	1483.0	Upto 5k	16102.0	1.0	Y	No	14.0	3.0	4.0	80.0	1.0	3.0	3.0	1.0

	EmpID	Age	AgeGroup	Attrition	BusinessTravel	DailyRate	Department	DistanceFromHome	Education	EducationField	EmployeeCount	EmployeeNumber	EnvironmentSatisfaction	Gender	HourlyRate	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	SalarySlab	MonthlyRate	NumCompaniesWorked	Over18	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StandardHours	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager
1471	RM744	59.0	55+	No	Travel_Rarely	715.0	Research & Development	2.0	3.0	Life Sciences	1.0	1032.0	3.0	Female	69.0	2.0	4.0	Manufacturing Director	4.0	Single	13726.0	10k-15k	21829.0	3.0	Y	Yes	13.0	3.0	1.0	80.0	0.0	30.0	4.0	3.0	5.0	3.0	4.0	3.0
1472	RM759	59.0	55+	No	Travel_Rarely	1089.0	Sales	1.0	2.0	Technical Degree	1.0	1048.0	2.0	Male	66.0	3.0	3.0	Manager	4.0	Married	11904.0	10k-15k	11038.0	3.0	Y	Yes	14.0	3.0	3.0	80.0	1.0	14.0	1.0	1.0	6.0	4.0	0.0	4.0
1473	RM898	59.0	55+	No	Travel_Rarely	326.0	Sales	3.0	3.0	Life Sciences	1.0	1254.0	3.0	Female	48.0	2.0	2.0	Sales Executive	4.0	Single	5171.0	5k-10k	16490.0	5.0	Y	No	17.0	3.0	4.0	80.0	0.0	13.0	2.0	3.0	6.0	1.0	0.0	5.0
1474	RM920	59.0	55+	No	Travel_Rarely	1429.0	Research & Development	18.0	4.0	Medical	1.0	1283.0	4.0	Male	67.0	3.0	3.0	Manufacturing Director	4.0	Single	10512.0	10k-15k	20002.0	6.0	Y	No	12.0	3.0	4.0	80.0	0.0	25.0	6.0	2.0	9.0	7.0	5.0	4.0
1475	RM412	60.0	55+	No	Travel_Rarely	422.0	Research & Development	7.0	3.0	Life Sciences	1.0	549.0	1.0	Female	41.0	3.0	5.0	Manager	1.0	Married	19566.0	15k+	3854.0	5.0	Y	No	11.0	3.0	4.0	80.0	0.0	33.0	5.0	1.0	29.0	8.0	11.0	10.0
1476	RM428	60.0	55+	No	Travel_Frequently	1499.0	Sales	28.0	3.0	Marketing	1.0	573.0	3.0	Female	80.0	2.0	3.0	Sales Executive	1.0	Married	10266.0	10k-15k	2845.0	4.0	Y	No	19.0	3.0	4.0	80.0	0.0	22.0	5.0	4.0	18.0	13.0	13.0	11.0
1477	RM537	60.0	55+	No	Travel_Rarely	1179.0	Sales	16.0	4.0	Marketing	1.0	732.0	1.0	Male	84.0	3.0	2.0	Sales Executive	1.0	Single	5405.0	5k-10k	11924.0	8.0	Y	No	14.0	3.0	4.0	80.0	0.0	10.0	1.0	3.0	2.0	2.0	2.0	2.0
1478	RM880	60.0	55+	No	Travel_Rarely	696.0	Sales	7.0	4.0	Marketing	1.0	1233.0	2.0	Male	52.0	4.0	2.0	Sales Executive	4.0	Divorced	5220.0	5k-10k	10893.0	0.0	Y	Yes	18.0	3.0	2.0	80.0	1.0	12.0	3.0	3.0	11.0	7.0	1.0	9.0
1479	RM1210	60.0	55+	No	Travel_Rarely	370.0	Research & Development	1.0	4.0	Medical	1.0	1697.0	3.0	Male	92.0	1.0	3.0	Healthcare Representative	4.0	Divorced	10883.0	10k-15k	20467.0	3.0	Y	No	20.0	4.0	3.0	80.0	1.0	19.0	2.0	4.0	1.0	0.0	0.0	0.0
1480	import pandas as pandas	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Most frequently occurring

	EmpID	Age	AgeGroup	Attrition	BusinessTravel	DailyRate	Department	DistanceFromHome	Education	EducationField	EmployeeCount	EmployeeNumber	EnvironmentSatisfaction	Gender	HourlyRate	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	SalarySlab	MonthlyRate	NumCompaniesWorked	Over18	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StandardHours	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	# duplicates
0	RM1461	29.0	26-35	No	Travel_Rarely	468.0	Research & Development	28.0	4.0	Medical	1.0	2054.0	4.0	Female	73.0	2.0	1.0	Research Scientist	1.0	Single	3785.0	Upto 5k	8489.0	1.0	Y	No	14.0	3.0	2.0	80.0	0.0	5.0	3.0	1.0	5.0	4.0	0.0	4.0	2
1	RM1462	50.0	46-55	Yes	Travel_Rarely	410.0	Sales	28.0	3.0	Marketing	1.0	2055.0	4.0	Male	39.0	2.0	3.0	Sales Executive	1.0	Divorced	10854.0	10k-15k	16586.0	4.0	Y	Yes	13.0	3.0	2.0	80.0	1.0	20.0	3.0	3.0	3.0	2.0	2.0	0.0	2
2	RM1463	39.0	36-45	No	Travel_Rarely	722.0	Sales	24.0	1.0	Marketing	1.0	2056.0	2.0	Female	60.0	2.0	4.0	Sales Executive	4.0	Married	12031.0	10k-15k	8828.0	0.0	Y	No	11.0	3.0	1.0	80.0	1.0	21.0	2.0	2.0	20.0	9.0	9.0	6.0	2
3	RM1464	31.0	26-35	No	Non-Travel	325.0	Research & Development	5.0	3.0	Medical	1.0	2057.0	2.0	Male	74.0	3.0	2.0	Manufacturing Director	1.0	Single	9936.0	5k-10k	3787.0	0.0	Y	No	19.0	3.0	2.0	80.0	0.0	10.0	2.0	3.0	9.0	4.0	1.0	7.0	2
4	RM1468	27.0	26-35	No	Travel_Rarely	155.0	Research & Development	4.0	3.0	Life Sciences	1.0	2064.0	2.0	Male	87.0	4.0	2.0	Manufacturing Director	2.0	Married	6142.0	5k-10k	5174.0	1.0	Y	Yes	20.0	4.0	2.0	80.0	1.0	6.0	0.0	3.0	6.0	2.0	0.0	3.0	2
5	RM1469	49.0	46-55	No	Travel_Frequently	1023.0	Sales	2.0	3.0	Medical	1.0	2065.0	4.0	Male	63.0	2.0	2.0	Sales Executive	2.0	Married	5390.0	5k-10k	13243.0	2.0	Y	No	14.0	3.0	4.0	80.0	0.0	17.0	3.0	2.0	9.0	6.0	0.0	8.0	2
6	RM1470	34.0	26-35	No	TravelRarely	628.0	Research & Development	8.0	3.0	Medical	1.0	2068.0	2.0	Male	82.0	4.0	2.0	Laboratory Technician	3.0	Married	4404.0	Upto 5k	10228.0	2.0	Y	No	12.0	3.0	1.0	80.0	0.0	6.0	3.0	4.0	4.0	3.0	1.0	2.0	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Math Symbol

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Connector Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values